
Stimulir
Free plan · From $50/mo
≈ 1visits/mo
Established · estimate, read Oct 15, 2026
- For
- teams with a live AI feature who need to evaluate and improve prompts on real traffic
- Price
- Free plan · From $50/mopricing page, read Oct 21, 2026Trial & discounts: 7-day free trial
- Runs as
- SDK
- Used for
- compare prompt versions on captured production traffic
- trace and filter every model call by use case
- review a proposed fix before it ships
- Launched on Product Hunt on Oct 15, 2026Product Hunt ↗
Figure and bar: visits/mo, estimate · year: online since
- #1

KeployMCP · open
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CLSkills Hub
Provides 120 prompt patterns and workflow templates for writing, coding, and decision-making with Claude.
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CTRLpotato
Provides real-time answers during live interviews and coding assessments from audio, screenshots, or text.
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FlareMCP · sign-in
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OpenLIT's Zero-code LLM Observability
Traces LLM and AI agent calls, evaluates outputs, manages prompts, and compares models using OpenTelemetry.
124ActiveOpen source2023
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betaThree tools from the Atlas for the job you describe, each with what fits and what does not.
No notes yet. What do you use Stimulir for?
Sign in to leave a noteWhat is Stimulir?
Records each model call through its gateway, scores prompt and model changes on that real traffic, and ships fixes only after approval. It is listed in the Atlas under Developer tools.
Who is Stimulir for?
teams with a live AI feature who need to evaluate and improve prompts on real traffic
How much does Stimulir cost?
Stimulir has a free plan; paid plans start at $50/mo, per its pricing page on 2026-10-21.
Is Stimulir free?
Yes, Stimulir has a free plan, per its pricing page on 2026-10-21.
Do people use Stimulir?
Established: ≈ 1 visits/mo · estimate, 2026-10.
Does Stimulir have a free trial?
Yes, a 7-day free trial, per its pricing page (2026-10-21).
What are alternatives to Stimulir?
In Developer tools, by use: Keploy, Mabl, CLSkills Hub, CTRLpotato, Flare, OpenLIT's Zero-code LLM Observability.
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
- Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
- Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
- The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.
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How we read every tool → · By INITE Atlas Desk
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